diff --git a/.modelhub_state/architecture_compatibility_blacklist.json b/.modelhub_state/architecture_compatibility_blacklist.json
index f4aed62c2f..1b4c53dc46 100644
--- a/.modelhub_state/architecture_compatibility_blacklist.json
+++ b/.modelhub_state/architecture_compatibility_blacklist.json
@@ -2310,7 +2310,7 @@
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diff --git a/.modelhub_state/market_intelligence.json b/.modelhub_state/market_intelligence.json
index f2f515bbdb..c6859f9107 100644
--- a/.modelhub_state/market_intelligence.json
+++ b/.modelhub_state/market_intelligence.json
@@ -1,8 +1,8 @@
 {
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diff --git a/.modelhub_state/official_capabilities.json b/.modelhub_state/official_capabilities.json
index e7a0598822..3d7aa80ba8 100644
--- a/.modelhub_state/official_capabilities.json
+++ b/.modelhub_state/official_capabilities.json
@@ -1,5 +1,5 @@
 {
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@@ -56,7 +56,7 @@
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@@ -166,14 +166,6 @@
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@@ -183,6 +175,12 @@
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     "https://modelscope.cn/models/0xSero/DeepSeek-V4.1-Flash-1017-EXL3-2.7bpw|2026-10-19T17:18:25+00:00|MetaX_c-500": {
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@@ -191,14 +189,6 @@
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@@ -2179,6 +2159,20 @@
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+    "https://modelscope.cn/models/bartowski/Ling-3.1-flash-GGUF|2026-10-17T16:05:08+00:00|Kunlunxin_p-800": {
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+      "updatedAt": "2026-10-20T02:26:01.555965+00:00"
+    },
+    "https://modelscope.cn/models/bartowski/Ling-3.1-flash-GGUF|2026-10-17T16:05:08+00:00|MetaX_c-500": {
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+    "https://modelscope.cn/models/bartowski/LiquidAI_LFM2.5-24B-A2B-GGUF|2026-10-17T15:52:58+00:00|Ascend_910-b4": {
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@@ -2212,6 +2214,20 @@
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+    "https://modelscope.cn/models/bartowski/LiquidAI_LFM2.5-24B-A2B-GGUF|2026-10-17T15:52:58+00:00|Kunlunxin_p-800": {
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+      "updatedAt": "2026-10-20T02:26:01.665420+00:00"
+    },
+    "https://modelscope.cn/models/bartowski/LiquidAI_LFM2.5-24B-A2B-GGUF|2026-10-17T15:52:58+00:00|MetaX_c-500": {
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+      "updatedAt": "2026-10-20T02:26:01.763471+00:00"
+    },
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@@ -2253,6 +2269,12 @@
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+    "https://modelscope.cn/models/bartowski/OpenPathAI_Orbit-3.2-Nano-GGUF|2026-10-19T06:51:21+00:00|Kunlunxin_p-800": {
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+      "updatedAt": "2026-10-20T02:25:57.474919+00:00"
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@@ -2381,6 +2391,12 @@
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+    "https://modelscope.cn/models/bartowski/togethercomputer_HybridAgent-14B-Agentic-GGUF|2026-10-19T08:24:39+00:00|Kunlunxin_p-800": {
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@@ -2405,6 +2421,14 @@
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+    "https://modelscope.cn/models/castorini/gaggle-nanochat-pretrained-climbmix-20260924|2026-10-18T14:13:55+00:00|Ascend_910-b4": {
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+        "text-to-image-generation",
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@@ -2422,6 +2446,12 @@
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+    "https://modelscope.cn/models/castorini/gaggle-nanochat-pretrained-climbmix-20260924|2026-10-18T14:13:55+00:00|Kunlunxin_p-800": {
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+      "updatedAt": "2026-10-20T02:25:59.898970+00:00"
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@@ -2455,6 +2485,12 @@
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+    "https://modelscope.cn/models/cpatonn-mirror/GLM-4.5-Air-AWQ-4bit|2026-10-19T16:30:46+00:00|Kunlunxin_p-800": {
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@@ -2504,6 +2540,12 @@
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+    "https://modelscope.cn/models/cpatonn-mirror/GLM-4.5-Air-AWQ|2026-10-19T16:33:11+00:00|Kunlunxin_p-800": {
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@@ -3846,7 +3678,7 @@
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@@ -3970,6 +3802,12 @@
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@@ -4015,7 +3853,7 @@
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@@ -4023,13 +3861,7 @@
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@@ -4047,6 +3879,14 @@
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+    "https://modelscope.cn/models/jiaheng0815/feng-30m|2026-10-18T13:54:01+00:00|Kunlunxin_p-800": {
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@@ -4708,6 +4580,12 @@
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+    "https://modelscope.cn/models/litert-community/Phi-4-mini-instruct|2026-10-19T17:53:44+00:00|Kunlunxin_p-800": {
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+    "https://modelscope.cn/models/litert-community/Qwen2.5-0.5B-Instruct|2026-10-19T15:03:45+00:00|Kunlunxin_p-800": {
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@@ -4797,6 +4673,12 @@
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+    "https://modelscope.cn/models/mlx-community/Qwen3.6-27B-OptiQ-4bit|2026-10-18T15:27:59+00:00|Kunlunxin_p-800": {
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+    },
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@@ -4805,6 +4687,14 @@
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+    "https://modelscope.cn/models/nv-community/NVIDIA-Nemotron-3.5-Super-VL-120B-A12B-NVFP4-LiLiCorr|2026-10-17T13:18:19+00:00|Ascend_910-b4": {
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@@ -4822,19 +4712,19 @@
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+    "https://modelscope.cn/models/nv-community/NVIDIA-Nemotron-3.5-Super-VL-120B-A12B-NVFP4-LiLiCorr|2026-10-17T13:18:19+00:00|Kunlunxin_p-800": {
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+    },
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@@ -4987,7 +4865,7 @@
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@@ -5765,6 +5607,20 @@
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@@ -5847,6 +5709,12 @@
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@@ -5863,6 +5731,53 @@
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@@ -6062,6 +5983,14 @@
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@@ -6079,6 +6008,20 @@
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+    "https://modelscope.cn/models/yuyuyu223/DeepSeek-V4.1-Flash-1017-EXL3-3bpw-2xRTXPRO6000|2026-10-18T16:45:40+00:00|MetaX_c-500": {
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+        "text-generation",
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+      "updatedAt": "2026-10-20T02:25:59.452909+00:00"
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     "https://modelscope.cn/models/yuyuyu223/DeepSeek-V4.1-Flash-1017-EXL3-3bpw-2xRTXPRO6000|2026-10-18T16:45:40+00:00|hygon_k100-ai": {
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-  "taskTreeUpdatedAt": "2026-10-20T01:49:35.460250+00:00",
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 }
diff --git a/.modelhub_state/recovery_intents.jsonl b/.modelhub_state/recovery_intents.jsonl
index c4d9f9e8cd..53d507fecd 100644
--- a/.modelhub_state/recovery_intents.jsonl
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diff --git a/manifest.json b/manifest.json
index f69d9f088e..4928e6b830 100644
--- a/manifest.json
+++ b/manifest.json
@@ -2,24 +2,24 @@
   "agentVersion": "2026.09.04.4",
   "checksums": {
     ".modelhub_state/account_capacity.json": "651df4da42bcd688cd9277b6812bbf0aa41f15249c2cf1d6bda229985e2e69c4",
-    ".modelhub_state/architecture_compatibility_blacklist.json": "41523063968973dbdc18f8139006e6e6c80b7108c4e460c951e3279cb4b5be43",
+    ".modelhub_state/architecture_compatibility_blacklist.json": "7f53cdf9662efa17a46e0d677459ad1db44a4590402386c0cf4c81cb18414b48",
     ".modelhub_state/architecture_history_backfill.json": "a92348206605da04f75c9e26e7c818b76f259e0b28983f18b6375ef94802f0ab",
-    ".modelhub_state/market_intelligence.json": "e58802c815f3e7cacca6086e409a73db4ab5fedd8f5673e72c43de3605c8ef8c",
-    ".modelhub_state/official_capabilities.json": "9c9d68b721427dacdac1c459ea135fa292ace1a5979b60de3fa3ecc80d822ca6",
+    ".modelhub_state/market_intelligence.json": "08e885490a43449b701c1b9850c3c7da37227f618c04f24f36571f5424dd0f1c",
+    ".modelhub_state/official_capabilities.json": "0d3ca8bbf6f910726fbbe357676ccbf3e1d2c44c4b389b8838c48b6e96e3ff3e",
     ".modelhub_state/outcome_checkpoint.json": "b6f6eb878003221f8b41068f1f487615b4d6841290cb0744df0b78e641dd7e8d",
     ".modelhub_state/queue_cleanup_latest.json": "94f8d5aa7d75362b314f125a8688003f764b994afe972513ddf29b69d249a632",
     ".modelhub_state/recent_outcomes.jsonl": "fa91981c7ed2f069f9d64d025e5739016eda9d52a36ec06064f667e592ce0db4",
     ".modelhub_state/recovery_active_tasks.jsonl": "d9de0a0c76a3910158538f831e7d8b5d67728668e6602643f02e62c6e1b3e5a8",
-    ".modelhub_state/recovery_intents.jsonl": "f30c8e6bb3294ebf5941498d8244f6edafd6f013116ef9e65dfeec98373ea83e",
+    ".modelhub_state/recovery_intents.jsonl": "d68ea5ab6213a119d04f49a8c1563e4d89e93661d016d44835d6024020096493",
     ".modelhub_state/routing_intelligence.json": "2760fe9e1fb7f88a90566720455e45ca88715a9a9f2b788497cfcf7002faca52",
     ".modelhub_state/submission_exclusions.jsonl": "1ef249015e7dce06a9d85a72a9a31e2714443fe0ed14477ff3f48af7ef8f8b9c",
     ".modelhub_state/worker_crashes.jsonl": "75c8a6c5605f99dfe3e7d27ff6e9c6d730e1ee3a5016c812ed5cc3137a98684c",
     "ledger/submissions.jsonl": "f9f6c9fa1bdf4c14a79dbe51d9d5d82dd18a5417fd2d628955e55aa5f9690b0b",
     "outcomes/submissions.jsonl": "f74f14eeb31f33db32228c10ae0ea00dae2d68c43eba04281120f5473ff7818d"
   },
-  "generation": 25901,
-  "phase": "cycle",
+  "generation": 25902,
+  "phase": "intent",
   "schemaVersion": 1,
-  "updatedAt": "2026-10-20T02:18:30.556976+00:00",
+  "updatedAt": "2026-10-20T02:26:13.146259+00:00",
   "writerId": "eca444bc9fdf4bc89c9cfc2f8a9a6ac1"
 }